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Papers
Adaptive Matrix Online Learning through Smoothing with Guarantees for Nonsmooth Nonconvex Optimization
COLT 2026
Align Video Diffusion Model with Online Video-Centric Preference Optimization
WACV 2026
Ambiguous Online Learning
COLT 2026
A Multi-Agent Conversational Bandit Approach to Online Evaluation and Selection of User-Aligned LLM Responses
AAAI 2026
A Tight Lower Bound for Non-stochastic Multi-armed Bandits with Expert Advice
COLT 2026
Budgeted Online Active Learning with Expert Advice and Episodic Priors
AAAI 2026
Calibeating Made Simple
COLT 2026
Characterizing Online and Private Learnability under Distributional Constraints via Generalized Smoothness
COLT 2026
Conformal Online Model Aggregation
UAI 2026
Continual Neural Topic Model
EACL 2026
CoRE-Learning with Look-Ahead and Immediate Resource Allocation
AAAI 2026
Cubing for Tuning
AAAI 2026
Defensive Generation
COLT 2026
DFDT: Dynamic Fast Decision Tree for IoT Data Stream Mining on Edge Devices
AAAI 2026
Discriminative Feature Feedback with General Teacher Classes
ALT 2026
Distribution-Free Sequential Prediction with Abstentions
COLT 2026
Eventually LIL Regret: Almost Sure $\ln\ln T$ Regret for a sub-Gaussian Mixture on Unbounded Data
ALT 2026
Expert Advice with Costly Observations
UAI 2026
Fast Best-in-Class Regret for Contextual Bandits
UAI 2026
Gradient-Variation Regret Bounds for Unconstrained Online Learning
COLT 2026
How to Set β_1, β_2 in Adam: An Online Learning Perspective
ALT 2026
Improved Regret in Stochastic Decision-Theoretic Online Learning under Differential Privacy
ALT 2026
Inference Offloading for Cost-Sensitive Binary Classification at the Edge
AAAI 2026
Invited Open Problem: Does Differential Privacy Make PAC Learning Much Harder?
COLT 2026
Learning-based Optimal Admission Control for Erlang-B Queuing Systems
UAI 2026